[1] "deleted rule no:"
[1] "24"
[1] "13"
[1] "3"
[1] "4"
[1] "14"
[1] "10"
function(rule, data)
{
	# qLS
	ct = contingencyTable(rule, data)
	return ((ct[["nrc"]]/ct[["nc"]])/(ct[["nr_c"]]/ct[["n_c"]]))
}
        24         13          3          4         14         10         15         25         20          9         22         18          1 
  1.706667   1.764706   1.920000   2.352941   2.488889   2.647059   2.760784   4.280702   5.180952   5.294118   5.541667   5.882353   6.529412 
        26         17          5         19         11          6          2         23         16          8          7         12         21 
  6.956140   7.310924   8.533333   9.600000  10.750000  19.395833  21.500000  33.750000  34.245614  48.157895 135.000000        Inf        Inf 
$`1`
$`1`$class
[1] "1"

$`1`$condition
$`1`$condition[[1]]
[1] "Mg"  ">="  "2.7"

$`1`$condition[[2]]
[1] "Al"   "< "   "1.42"

$`1`$condition[[3]]
[1] "Fe"    "< "    "0.115"

$`1`$condition[[4]]
[1] "RI"    ">="    "1.517"



$`2`
$`2`$class
[1] "3"

$`2`$condition
$`2`$condition[[1]]
[1] "Mg"  ">="  "2.7"

$`2`$condition[[2]]
[1] "Al"   "< "   "1.42"

$`2`$condition[[3]]
[1] "Fe"    "< "    "0.115"

$`2`$condition[[4]]
[1] "RI"    "< "    "1.517"



$`3`
$`3`$class
[1] "2"

$`3`$condition
$`3`$condition[[1]]
[1] "Mg"  ">="  "2.7"

$`3`$condition[[2]]
[1] "Al"   ">="   "1.42"

$`3`$condition[[3]]
[1] "Na"    ">="    "12.88"



$`4`
$`4`$class
[1] "5"

$`4`$condition
$`4`$condition[[1]]
[1] "Mg"  "< "  "2.7"

$`4`$condition[[2]]
[1] "Ba"    "< "    "0.405"

$`4`$condition[[3]]
[1] "K"    ">="   "0.03"



$`5`
$`5`$class
[1] "6"

$`5`$condition
$`5`$condition[[1]]
[1] "Mg"  "< "  "2.7"

$`5`$condition[[2]]
[1] "Ba"    "< "    "0.405"

$`5`$condition[[3]]
[1] "K"    "< "   "0.03"



$`6`
$`6`$class
[1] "7"

$`6`$condition
$`6`$condition[[1]]
[1] "Mg"  "< "  "2.7"

$`6`$condition[[2]]
[1] "Ba"    ">="    "0.405"



$`7`
$`7`$class
[1] "1"

$`7`$condition
$`7`$condition[[1]]
[1] "Ba"    "< "    "0.345"

$`7`$condition[[2]]
[1] "Ca"   ">="   "8.16"

$`7`$condition[[3]]
[1] "Mg"    ">="    "3.445"

$`7`$condition[[4]]
[1] "Fe"   "< "   "0.13"



$`8`
$`8`$class
[1] "3"

$`8`$condition
$`8`$condition[[1]]
[1] "Ba"    "< "    "0.345"

$`8`$condition[[2]]
[1] "Ca"   ">="   "8.16"

$`8`$condition[[3]]
[1] "Mg"    ">="    "3.445"

$`8`$condition[[4]]
[1] "Fe"   ">="   "0.13"

$`8`$condition[[5]]
[1] "Na"   ">="   "13.1"



$`9`
$`9`$class
[1] "2"

$`9`$condition
$`9`$condition[[1]]
[1] "Ba"    "< "    "0.345"

$`9`$condition[[2]]
[1] "Ca"   ">="   "8.16"

$`9`$condition[[3]]
[1] "Mg"    "< "    "3.445"

$`9`$condition[[4]]
[1] "Al"   "< "   "1.18"



$`10`
$`10`$class
[1] "2"

$`10`$condition
$`10`$condition[[1]]
[1] "Ba"    "< "    "0.345"

$`10`$condition[[2]]
[1] "Ca"   "< "   "8.16"



$`11`
$`11`$class
[1] "7"

$`11`$condition
$`11`$condition[[1]]
[1] "Ba"    ">="    "0.345"



$`12`
$`12`$class
[1] "1"

$`12`$condition
$`12`$condition[[1]]
[1] "Mg"   ">="   "3.42"

$`12`$condition[[2]]
[1] "RI"    ">="    "1.517"

$`12`$condition[[3]]
[1] "Mg"    "< "    "3.665"



$`13`
$`13`$class
[1] "1"

$`13`$condition
$`13`$condition[[1]]
[1] "Mg"   ">="   "3.42"

$`13`$condition[[2]]
[1] "RI"    ">="    "1.517"

$`13`$condition[[3]]
[1] "Mg"    ">="    "3.665"

$`13`$condition[[4]]
[1] "RI"    ">="    "1.519"



$`14`
$`14`$class
[1] "2"

$`14`$condition
$`14`$condition[[1]]
[1] "Mg"   ">="   "3.42"

$`14`$condition[[2]]
[1] "RI"    ">="    "1.517"

$`14`$condition[[3]]
[1] "Mg"    ">="    "3.665"

$`14`$condition[[4]]
[1] "RI"    "< "    "1.519"



$`15`
$`15`$class
[1] "2"

$`15`$condition
$`15`$condition[[1]]
[1] "Mg"   ">="   "3.42"

$`15`$condition[[2]]
[1] "RI"    "< "    "1.517"



$`16`
$`16`$class
[1] "3"

$`16`$condition
$`16`$condition[[1]]
[1] "Mg"   "< "   "3.42"

$`16`$condition[[2]]
[1] "Mg"    ">="    "3.375"



$`17`
$`17`$class
[1] "5"

$`17`$condition
$`17`$condition[[1]]
[1] "Mg"   "< "   "3.42"

$`17`$condition[[2]]
[1] "Mg"    "< "    "3.375"

$`17`$condition[[3]]
[1] "Ca"    ">="    "9.205"

$`17`$condition[[4]]
[1] "Na"    "< "    "13.61"



$`18`
$`18`$class
[1] "6"

$`18`$condition
$`18`$condition[[1]]
[1] "Mg"   "< "   "3.42"

$`18`$condition[[2]]
[1] "Mg"    "< "    "3.375"

$`18`$condition[[3]]
[1] "Ca"    ">="    "9.205"

$`18`$condition[[4]]
[1] "Na"    ">="    "13.61"



$`19`
$`19`$class
[1] "7"

$`19`$condition
$`19`$condition[[1]]
[1] "Mg"   "< "   "3.42"

$`19`$condition[[2]]
[1] "Mg"    "< "    "3.375"

$`19`$condition[[3]]
[1] "Ca"    "< "    "9.205"

$`19`$condition[[4]]
[1] "Mg"   ">="   "0.87"

$`19`$condition[[5]]
[1] "Na"    ">="    "13.38"



$`20`
$`20`$class
[1] "7"

$`20`$condition
$`20`$condition[[1]]
[1] "Mg"   "< "   "3.42"

$`20`$condition[[2]]
[1] "Mg"    "< "    "3.375"

$`20`$condition[[3]]
[1] "Ca"    "< "    "9.205"

$`20`$condition[[4]]
[1] "Mg"   "< "   "0.87"



[1] "glass predictResults[[2]]"
           1         2         3         5         6         7
1  0.0000000 1.0000000 0.0000000 0.0000000 0.0000000 0.0000000
2  1.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000
3  1.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000
4  1.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000
5  1.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000
6  1.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000
7  1.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000
8  1.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000
9  0.5000000 0.0000000 0.5000000 0.0000000 0.0000000 0.0000000
10 1.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000
11 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000
12 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000
13 0.3333333 0.6666667 0.0000000 0.0000000 0.0000000 0.0000000
14 1.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000
15 1.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000
16 1.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000
17 1.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000
18 1.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000
19 0.5000000 0.0000000 0.5000000 0.0000000 0.0000000 0.0000000
20 0.0000000 1.0000000 0.0000000 0.0000000 0.0000000 0.0000000
21 0.0000000 0.5000000 0.5000000 0.0000000 0.0000000 0.0000000
22 0.0000000 1.0000000 0.0000000 0.0000000 0.0000000 0.0000000
23 0.0000000 1.0000000 0.0000000 0.0000000 0.0000000 0.0000000
24 0.0000000 1.0000000 0.0000000 0.0000000 0.0000000 0.0000000
25 0.0000000 1.0000000 0.0000000 0.0000000 0.0000000 0.0000000
26 0.0000000 1.0000000 0.0000000 0.0000000 0.0000000 0.0000000
27 0.0000000 0.6666667 0.3333333 0.0000000 0.0000000 0.0000000
28 0.0000000 0.6666667 0.0000000 0.0000000 0.0000000 0.3333333
29 0.0000000 1.0000000 0.0000000 0.0000000 0.0000000 0.0000000
30 0.0000000 1.0000000 0.0000000 0.0000000 0.0000000 0.0000000
31 0.0000000 0.5000000 0.5000000 0.0000000 0.0000000 0.0000000
32 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000
33 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000
34 0.0000000 0.3333333 0.0000000 0.3333333 0.0000000 0.3333333
35 0.0000000 0.3333333 0.0000000 0.3333333 0.0000000 0.3333333
36 0.0000000 0.3333333 0.0000000 0.0000000 0.3333333 0.3333333
37 0.0000000 0.3333333 0.0000000 0.0000000 0.3333333 0.3333333
38 0.0000000 0.5000000 0.5000000 0.0000000 0.0000000 0.0000000
39 0.6666667 0.3333333 0.0000000 0.0000000 0.0000000 0.0000000
40 0.6666667 0.3333333 0.0000000 0.0000000 0.0000000 0.0000000
41 0.0000000 1.0000000 0.0000000 0.0000000 0.0000000 0.0000000
42 1.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000
43 0.0000000 0.0000000 0.0000000 0.5000000 0.5000000 0.0000000
44 0.0000000 0.3333333 0.0000000 0.3333333 0.0000000 0.3333333
45 0.0000000 0.3333333 0.0000000 0.3333333 0.0000000 0.3333333
46 0.3333333 0.6666667 0.0000000 0.0000000 0.0000000 0.0000000
47 0.0000000 1.0000000 0.0000000 0.0000000 0.0000000 0.0000000
48 0.0000000 1.0000000 0.0000000 0.0000000 0.0000000 0.0000000
49 0.6666667 0.3333333 0.0000000 0.0000000 0.0000000 0.0000000
50 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000
51 0.3333333 0.3333333 0.3333333 0.0000000 0.0000000 0.0000000
52 0.3333333 0.3333333 0.3333333 0.0000000 0.0000000 0.0000000
53 1.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000
54 0.3333333 0.3333333 0.3333333 0.0000000 0.0000000 0.0000000
55 0.0000000 0.5000000 0.0000000 0.0000000 0.0000000 0.5000000
56 0.0000000 0.5000000 0.0000000 0.5000000 0.0000000 0.0000000
57 0.0000000 0.5000000 0.0000000 0.5000000 0.0000000 0.0000000
58 0.0000000 0.3333333 0.0000000 0.3333333 0.0000000 0.3333333
59 0.0000000 0.3333333 0.0000000 0.3333333 0.0000000 0.3333333
60 0.0000000 0.3333333 0.0000000 0.3333333 0.0000000 0.3333333
61 0.0000000 0.0000000 0.0000000 0.0000000 1.0000000 0.0000000
62 0.0000000 0.0000000 0.0000000 0.0000000 1.0000000 0.0000000
63 0.0000000 0.3333333 0.0000000 0.0000000 0.3333333 0.3333333
64 0.0000000 0.3333333 0.0000000 0.0000000 0.0000000 0.6666667
65 0.0000000 0.0000000 0.0000000 0.3333333 0.0000000 0.6666667
66 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 1.0000000
67 0.0000000 0.0000000 0.0000000 0.0000000 0.3333333 0.6666667
68 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 1.0000000
69 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 1.0000000
70 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 1.0000000
71 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 1.0000000
72 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 1.0000000
73 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 1.0000000
[1] "glass predictResultsQuality[[2]]"
[1] 46.16667
